Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 202 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 20.6 KiB |
| Average record size in memory | 104.6 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 11 |
PlayerName has a high cardinality: 198 distinct values | High cardinality |
DistanceCovered(InKms) is highly correlated with MinutestoGoalRatio and 2 other fields | High correlation |
MinutestoGoalRatio is highly correlated with DistanceCovered(InKms) and 3 other fields | High correlation |
ShotsPerGame is highly correlated with DistanceCovered(InKms) and 3 other fields | High correlation |
BMI is highly correlated with PreviousClubCost and 1 other fields | High correlation |
Cost is highly correlated with Score | High correlation |
PreviousClubCost is highly correlated with DistanceCovered(InKms) and 5 other fields | High correlation |
Height is highly correlated with PreviousClubCost and 1 other fields | High correlation |
Weight is highly correlated with BMI and 2 other fields | High correlation |
Score is highly correlated with MinutestoGoalRatio and 2 other fields | High correlation |
DistanceCovered(InKms) is highly correlated with MinutestoGoalRatio and 2 other fields | High correlation |
MinutestoGoalRatio is highly correlated with DistanceCovered(InKms) and 3 other fields | High correlation |
ShotsPerGame is highly correlated with DistanceCovered(InKms) and 3 other fields | High correlation |
BMI is highly correlated with PreviousClubCost and 1 other fields | High correlation |
Cost is highly correlated with Score | High correlation |
PreviousClubCost is highly correlated with DistanceCovered(InKms) and 5 other fields | High correlation |
Height is highly correlated with PreviousClubCost and 1 other fields | High correlation |
Weight is highly correlated with BMI and 2 other fields | High correlation |
Score is highly correlated with MinutestoGoalRatio and 2 other fields | High correlation |
DistanceCovered(InKms) is highly correlated with MinutestoGoalRatio and 1 other fields | High correlation |
MinutestoGoalRatio is highly correlated with DistanceCovered(InKms) and 1 other fields | High correlation |
ShotsPerGame is highly correlated with DistanceCovered(InKms) and 1 other fields | High correlation |
BMI is highly correlated with PreviousClubCost and 1 other fields | High correlation |
Cost is highly correlated with Score | High correlation |
PreviousClubCost is highly correlated with BMI and 2 other fields | High correlation |
Height is highly correlated with PreviousClubCost and 1 other fields | High correlation |
Weight is highly correlated with BMI and 2 other fields | High correlation |
Score is highly correlated with Cost | High correlation |
Club is highly correlated with DistanceCovered(InKms) and 5 other fields | High correlation |
DistanceCovered(InKms) is highly correlated with Club and 2 other fields | High correlation |
MinutestoGoalRatio is highly correlated with Club and 3 other fields | High correlation |
ShotsPerGame is highly correlated with Club and 6 other fields | High correlation |
BMI is highly correlated with ShotsPerGame and 2 other fields | High correlation |
Cost is highly correlated with Club and 1 other fields | High correlation |
PreviousClubCost is highly correlated with Club and 5 other fields | High correlation |
Height is highly correlated with PreviousClubCost and 1 other fields | High correlation |
Weight is highly correlated with ShotsPerGame and 3 other fields | High correlation |
Score is highly correlated with Club and 2 other fields | High correlation |
PlayerName is uniformly distributed | Uniform |
Reproduction
| Analysis started | 2022-12-10 05:04:54.052869 |
|---|---|
| Analysis finished | 2022-12-10 05:05:10.587219 |
| Duration | 16.53 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 198 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| Rice, Master. Eugene | 2 |
|---|---|
| Rice, Master. Eric | 2 |
| Rogers, Mr. William John | 2 |
| Rice, Master. Arthur | 2 |
| Nasser, Mr. Nicholas | 1 |
| Other values (193) |
Length
| Max length | 47 |
|---|---|
| Median length | 33 |
| Mean length | 23.79207921 |
| Min length | 13 |
Characters and Unicode
| Total characters | 4806 |
|---|---|
| Distinct characters | 57 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 194 ? |
|---|---|
| Unique (%) | 96.0% |
Sample
| 1st row | Braund, Mr. Owen Harris |
|---|---|
| 2nd row | Allen, Mr. William Henry |
| 3rd row | Moran, Mr. James |
| 4th row | McCarthy, Mr. Timothy J |
| 5th row | Palsson, Master. Gosta Leonard |
Common Values
| Value | Count | Frequency (%) |
| Rice, Master. Eugene | 2 | 1.0% |
| Rice, Master. Eric | 2 | 1.0% |
| Rogers, Mr. William John | 2 | 1.0% |
| Rice, Master. Arthur | 2 | 1.0% |
| Nasser, Mr. Nicholas | 1 | 0.5% |
| Pernot, Mr. Rene | 1 | 0.5% |
| Nicholls, Mr. Joseph Charles | 1 | 0.5% |
| Andrew, Mr. Edgardo Samuel | 1 | 0.5% |
| Pekoniemi, Mr. Edvard | 1 | 0.5% |
| Petroff, Mr. Pastcho ("Pentcho") | 1 | 0.5% |
| Other values (188) | 188 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| mr | 176 | 23.2% |
| master | 22 | 2.9% |
| william | 20 | 2.6% |
| john | 13 | 1.7% |
| henry | 12 | 1.6% |
| charles | 10 | 1.3% |
| richard | 8 | 1.1% |
| james | 7 | 0.9% |
| rice | 7 | 0.9% |
| george | 7 | 0.9% |
| Other values (383) | 476 |
Most occurring characters
| Value | Count | Frequency (%) |
| 556 | 11.6% | |
| r | 459 | 9.6% |
| e | 354 | 7.4% |
| a | 315 | 6.6% |
| n | 252 | 5.2% |
| M | 230 | 4.8% |
| i | 215 | 4.5% |
| o | 215 | 4.5% |
| l | 203 | 4.2% |
| , | 202 | 4.2% |
| Other values (47) | 1805 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3062 | |
| Uppercase Letter | 757 | 15.8% |
| Space Separator | 556 | 11.6% |
| Other Punctuation | 420 | 8.7% |
| Close Punctuation | 5 | 0.1% |
| Open Punctuation | 5 | 0.1% |
| Dash Punctuation | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 459 | |
| e | 354 | |
| a | 315 | |
| n | 252 | |
| i | 215 | 7.0% |
| o | 215 | 7.0% |
| l | 203 | 6.6% |
| s | 192 | 6.3% |
| t | 140 | 4.6% |
| h | 111 | 3.6% |
| Other values (16) | 606 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 230 | |
| R | 46 | 6.1% |
| A | 45 | 5.9% |
| J | 45 | 5.9% |
| H | 43 | 5.7% |
| C | 42 | 5.5% |
| S | 41 | 5.4% |
| W | 34 | 4.5% |
| E | 33 | 4.4% |
| F | 27 | 3.6% |
| Other values (14) | 171 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 202 | |
| . | 202 | |
| " | 16 | 3.8% |
Space Separator
| Value | Count | Frequency (%) |
| 556 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 5 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 5 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3819 | |
| Common | 987 | 20.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 459 | 12.0% |
| e | 354 | 9.3% |
| a | 315 | 8.2% |
| n | 252 | 6.6% |
| M | 230 | 6.0% |
| i | 215 | 5.6% |
| o | 215 | 5.6% |
| l | 203 | 5.3% |
| s | 192 | 5.0% |
| t | 140 | 3.7% |
| Other values (40) | 1244 |
Common
| Value | Count | Frequency (%) |
| 556 | ||
| , | 202 | 20.5% |
| . | 202 | 20.5% |
| " | 16 | 1.6% |
| ) | 5 | 0.5% |
| ( | 5 | 0.5% |
| - | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4806 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 556 | 11.6% | |
| r | 459 | 9.6% |
| e | 354 | 7.4% |
| a | 315 | 6.6% |
| n | 252 | 5.2% |
| M | 230 | 4.8% |
| i | 215 | 4.5% |
| o | 215 | 4.5% |
| l | 203 | 4.2% |
| , | 202 | 4.2% |
| Other values (47) | 1805 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| CHE | |
|---|---|
| LIV | |
| MUN |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 606 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MUN |
|---|---|
| 2nd row | MUN |
| 3rd row | MUN |
| 4th row | MUN |
| 5th row | MUN |
Common Values
| Value | Count | Frequency (%) |
| CHE | 78 | |
| LIV | 65 | |
| MUN | 59 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| che | 78 | |
| liv | 65 | |
| mun | 59 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 78 | |
| H | 78 | |
| E | 78 | |
| L | 65 | |
| I | 65 | |
| V | 65 | |
| M | 59 | |
| U | 59 | |
| N | 59 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 606 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 78 | |
| H | 78 | |
| E | 78 | |
| L | 65 | |
| I | 65 | |
| V | 65 | |
| M | 59 | |
| U | 59 | |
| N | 59 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 606 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 78 | |
| H | 78 | |
| E | 78 | |
| L | 65 | |
| I | 65 | |
| V | 65 | |
| M | 59 | |
| U | 59 | |
| N | 59 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 606 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 78 | |
| H | 78 | |
| E | 78 | |
| L | 65 | |
| I | 65 | |
| V | 65 | |
| M | 59 | |
| U | 59 | |
| N | 59 |
DistanceCovered(InKms)
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 114 |
|---|---|
| Distinct (%) | 56.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.718613861 |
| Minimum | 3.8 |
|---|---|
| Maximum | 6.72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 3.8 |
|---|---|
| 5-th percentile | 4.0315 |
| Q1 | 4.3725 |
| median | 4.755 |
| Q3 | 5.03 |
| 95-th percentile | 5.378 |
| Maximum | 6.72 |
| Range | 2.92 |
| Interquartile range (IQR) | 0.6575 |
Descriptive statistics
| Standard deviation | 0.4579763615 |
|---|---|
| Coefficient of variation (CV) | 0.09705739332 |
| Kurtosis | 0.7099545836 |
| Mean | 4.718613861 |
| Median Absolute Deviation (MAD) | 0.345 |
| Skewness | 0.4191233292 |
| Sum | 953.16 |
| Variance | 0.2097423477 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.87 | 6 | 3.0% |
| 4.46 | 5 | 2.5% |
| 5.11 | 5 | 2.5% |
| 4.71 | 4 | 2.0% |
| 5.13 | 4 | 2.0% |
| 4.83 | 4 | 2.0% |
| 5.16 | 4 | 2.0% |
| 4.51 | 4 | 2.0% |
| 5.34 | 4 | 2.0% |
| 5.03 | 4 | 2.0% |
| Other values (104) | 158 |
| Value | Count | Frequency (%) |
| 3.8 | 1 | |
| 3.9 | 2 | |
| 3.91 | 1 | |
| 3.95 | 2 | |
| 3.96 | 2 | |
| 4 | 1 | |
| 4.02 | 1 | |
| 4.03 | 1 | |
| 4.06 | 1 | |
| 4.07 | 1 |
| Value | Count | Frequency (%) |
| 6.72 | 1 | |
| 5.93 | 1 | |
| 5.69 | 1 | |
| 5.66 | 1 | |
| 5.59 | 1 | |
| 5.5 | 1 | |
| 5.49 | 1 | |
| 5.48 | 2 | |
| 5.4 | 1 | |
| 5.38 | 1 |
Goals
Real number (ℝ≥0)
| Distinct | 71 |
|---|---|
| Distinct (%) | 35.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.108663366 |
| Minimum | 3.3 |
|---|---|
| Maximum | 14.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 3.3 |
|---|---|
| 5-th percentile | 4.5 |
| Q1 | 5.9 |
| median | 6.85 |
| Q3 | 8.275 |
| 95-th percentile | 10.095 |
| Maximum | 14.3 |
| Range | 11 |
| Interquartile range (IQR) | 2.375 |
Descriptive statistics
| Standard deviation | 1.800549031 |
|---|---|
| Coefficient of variation (CV) | 0.2532893932 |
| Kurtosis | 1.514969007 |
| Mean | 7.108663366 |
| Median Absolute Deviation (MAD) | 1.05 |
| Skewness | 0.8413109131 |
| Sum | 1435.95 |
| Variance | 3.241976811 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.4 | 11 | 5.4% |
| 6.6 | 9 | 4.5% |
| 5.8 | 8 | 4.0% |
| 7.5 | 8 | 4.0% |
| 7.6 | 7 | 3.5% |
| 8.9 | 6 | 3.0% |
| 7.3 | 6 | 3.0% |
| 6 | 6 | 3.0% |
| 8.3 | 6 | 3.0% |
| 6.1 | 5 | 2.5% |
| Other values (61) | 130 |
| Value | Count | Frequency (%) |
| 3.3 | 1 | |
| 3.9 | 1 | |
| 4 | 2 | |
| 4.1 | 1 | |
| 4.2 | 1 | |
| 4.3 | 2 | |
| 4.4 | 2 | |
| 4.5 | 2 | |
| 4.6 | 2 | |
| 4.7 | 1 |
| Value | Count | Frequency (%) |
| 14.3 | 1 | |
| 13.3 | 1 | |
| 12.9 | 1 | |
| 12.7 | 1 | |
| 10.9 | 1 | |
| 10.8 | 1 | |
| 10.7 | 1 | |
| 10.6 | 1 | |
| 10.2 | 1 | |
| 10.1 | 2 |
| Distinct | 105 |
|---|---|
| Distinct (%) | 52.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.09158416 |
| Minimum | 35.9 |
|---|---|
| Maximum | 59.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 35.9 |
|---|---|
| 5-th percentile | 37.4 |
| Q1 | 40.6 |
| median | 43.5 |
| Q3 | 45.575 |
| 95-th percentile | 48.2 |
| Maximum | 59.7 |
| Range | 23.8 |
| Interquartile range (IQR) | 4.975 |
Descriptive statistics
| Standard deviation | 3.662989354 |
|---|---|
| Coefficient of variation (CV) | 0.08500475037 |
| Kurtosis | 0.9439912887 |
| Mean | 43.09158416 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | 0.2772877614 |
| Sum | 8704.5 |
| Variance | 13.41749101 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 45.3 | 5 | 2.5% |
| 43.8 | 5 | 2.5% |
| 41.4 | 5 | 2.5% |
| 37.7 | 4 | 2.0% |
| 41.1 | 4 | 2.0% |
| 44.9 | 4 | 2.0% |
| 44.8 | 4 | 2.0% |
| 46.3 | 4 | 2.0% |
| 39.7 | 3 | 1.5% |
| 45.5 | 3 | 1.5% |
| Other values (95) | 161 |
| Value | Count | Frequency (%) |
| 35.9 | 1 | |
| 36 | 1 | |
| 36.3 | 1 | |
| 36.4 | 1 | |
| 36.5 | 2 | |
| 36.6 | 2 | |
| 36.9 | 1 | |
| 37.3 | 1 | |
| 37.4 | 2 | |
| 37.5 | 2 |
| Value | Count | Frequency (%) |
| 59.7 | 1 | |
| 50.5 | 1 | |
| 50.2 | 1 | |
| 49.8 | 1 | |
| 49.7 | 1 | |
| 49.5 | 1 | |
| 49.4 | 1 | |
| 49.1 | 1 | |
| 48.6 | 1 | |
| 48.3 | 1 |
| Distinct | 55 |
|---|---|
| Distinct (%) | 27.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.56633663 |
| Minimum | 11.6 |
|---|---|
| Maximum | 19.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 11.6 |
|---|---|
| 5-th percentile | 12.405 |
| Q1 | 13.5 |
| median | 14.7 |
| Q3 | 15.575 |
| 95-th percentile | 16.5 |
| Maximum | 19.2 |
| Range | 7.6 |
| Interquartile range (IQR) | 2.075 |
Descriptive statistics
| Standard deviation | 1.362451495 |
|---|---|
| Coefficient of variation (CV) | 0.0935342584 |
| Kurtosis | 0.03856895279 |
| Mean | 14.56633663 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.1772541073 |
| Sum | 2942.4 |
| Variance | 1.856274075 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15.9 | 10 | 5.0% |
| 15 | 9 | 4.5% |
| 14.7 | 9 | 4.5% |
| 14.8 | 8 | 4.0% |
| 14 | 8 | 4.0% |
| 15.2 | 7 | 3.5% |
| 15.8 | 7 | 3.5% |
| 14.4 | 7 | 3.5% |
| 14.5 | 6 | 3.0% |
| 14.9 | 6 | 3.0% |
| Other values (45) | 125 |
| Value | Count | Frequency (%) |
| 11.6 | 1 | 0.5% |
| 11.8 | 1 | 0.5% |
| 12 | 1 | 0.5% |
| 12.1 | 2 | 1.0% |
| 12.3 | 3 | |
| 12.4 | 3 | |
| 12.5 | 6 | |
| 12.6 | 3 | |
| 12.7 | 6 | |
| 12.8 | 3 |
| Value | Count | Frequency (%) |
| 19.2 | 1 | 0.5% |
| 18.5 | 1 | 0.5% |
| 18 | 1 | 0.5% |
| 17.7 | 1 | 0.5% |
| 17.3 | 1 | 0.5% |
| 17.2 | 2 | |
| 16.8 | 1 | 0.5% |
| 16.7 | 1 | 0.5% |
| 16.5 | 3 | |
| 16.4 | 1 | 0.5% |
AgentCharges
Real number (ℝ≥0)
| Distinct | 111 |
|---|---|
| Distinct (%) | 55.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.87623762 |
| Minimum | 8 |
|---|---|
| Maximum | 234 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 41.25 |
| median | 65.5 |
| Q3 | 97 |
| 95-th percentile | 182.95 |
| Maximum | 234 |
| Range | 226 |
| Interquartile range (IQR) | 55.75 |
Descriptive statistics
| Standard deviation | 47.50123884 |
|---|---|
| Coefficient of variation (CV) | 0.6178923463 |
| Kurtosis | 1.486264774 |
| Mean | 76.87623762 |
| Median Absolute Deviation (MAD) | 25.5 |
| Skewness | 1.290184321 |
| Sum | 15529 |
| Variance | 2256.367691 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 41 | 6 | 3.0% |
| 58 | 5 | 2.5% |
| 44 | 5 | 2.5% |
| 43 | 5 | 2.5% |
| 36 | 4 | 2.0% |
| 53 | 4 | 2.0% |
| 50 | 4 | 2.0% |
| 97 | 4 | 2.0% |
| 73 | 4 | 2.0% |
| 30 | 4 | 2.0% |
| Other values (101) | 157 |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.5% |
| 12 | 1 | 0.5% |
| 13 | 1 | 0.5% |
| 16 | 1 | 0.5% |
| 19 | 1 | 0.5% |
| 20 | 2 | |
| 21 | 2 | |
| 22 | 3 | |
| 25 | 1 | 0.5% |
| 26 | 2 |
| Value | Count | Frequency (%) |
| 234 | 1 | |
| 233 | 1 | |
| 220 | 1 | |
| 214 | 1 | |
| 213 | 1 | |
| 212 | 2 | |
| 191 | 1 | |
| 189 | 1 | |
| 184 | 1 | |
| 183 | 1 |
| Distinct | 180 |
|---|---|
| Distinct (%) | 89.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.95589109 |
| Minimum | 16.75 |
|---|---|
| Maximum | 34.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 16.75 |
|---|---|
| 5-th percentile | 19.003 |
| Q1 | 21.0825 |
| median | 22.72 |
| Q3 | 24.465 |
| 95-th percentile | 27.5515 |
| Maximum | 34.42 |
| Range | 17.67 |
| Interquartile range (IQR) | 3.3825 |
Descriptive statistics
| Standard deviation | 2.863932767 |
|---|---|
| Coefficient of variation (CV) | 0.1247580743 |
| Kurtosis | 2.268802245 |
| Mean | 22.95589109 |
| Median Absolute Deviation (MAD) | 1.68 |
| Skewness | 0.9536114438 |
| Sum | 4637.09 |
| Variance | 8.202110894 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21.86 | 3 | 1.5% |
| 23.58 | 3 | 1.5% |
| 20.15 | 2 | 1.0% |
| 22.96 | 2 | 1.0% |
| 22.63 | 2 | 1.0% |
| 23.99 | 2 | 1.0% |
| 22.35 | 2 | 1.0% |
| 21.38 | 2 | 1.0% |
| 23.97 | 2 | 1.0% |
| 24.64 | 2 | 1.0% |
| Other values (170) | 180 |
| Value | Count | Frequency (%) |
| 16.75 | 1 | |
| 17.05 | 1 | |
| 17.06 | 1 | |
| 17.54 | 1 | |
| 17.79 | 1 | |
| 18.26 | 1 | |
| 18.29 | 1 | |
| 18.37 | 1 | |
| 18.93 | 1 | |
| 18.96 | 1 |
| Value | Count | Frequency (%) |
| 34.42 | 1 | |
| 33.73 | 1 | |
| 32.52 | 1 | |
| 31.93 | 1 | |
| 30.18 | 2 | |
| 29.97 | 1 | |
| 28.57 | 1 | |
| 28.13 | 1 | |
| 27.79 | 1 | |
| 27.56 | 1 |
| Distinct | 176 |
|---|---|
| Distinct (%) | 87.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.02178218 |
| Minimum | 28 |
|---|---|
| Maximum | 200.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 28 |
|---|---|
| 5-th percentile | 31.84 |
| Q1 | 43.85 |
| median | 58.6 |
| Q3 | 90.35 |
| 95-th percentile | 126.375 |
| Maximum | 200.8 |
| Range | 172.8 |
| Interquartile range (IQR) | 46.5 |
Descriptive statistics
| Standard deviation | 32.56533304 |
|---|---|
| Coefficient of variation (CV) | 0.4718124049 |
| Kurtosis | 1.42983951 |
| Mean | 69.02178218 |
| Median Absolute Deviation (MAD) | 17.55 |
| Skewness | 1.183474821 |
| Sum | 13942.4 |
| Variance | 1060.500916 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 52.8 | 3 | 1.5% |
| 80.3 | 3 | 1.5% |
| 44.5 | 2 | 1.0% |
| 32.6 | 2 | 1.0% |
| 61.8 | 2 | 1.0% |
| 126.4 | 2 | 1.0% |
| 31 | 2 | 1.0% |
| 156.6 | 2 | 1.0% |
| 43.5 | 2 | 1.0% |
| 113.5 | 2 | 1.0% |
| Other values (166) | 180 |
| Value | Count | Frequency (%) |
| 28 | 1 | |
| 29.7 | 1 | |
| 30.3 | 1 | |
| 30.5 | 1 | |
| 30.9 | 2 | |
| 31 | 2 | |
| 31.5 | 1 | |
| 31.7 | 1 | |
| 31.8 | 1 | |
| 32.6 | 2 |
| Value | Count | Frequency (%) |
| 200.8 | 1 | |
| 181.7 | 1 | |
| 171.1 | 1 | |
| 156.6 | 2 | |
| 148.9 | 1 | |
| 143.5 | 1 | |
| 136.3 | 1 | |
| 131.9 | 1 | |
| 126.4 | 2 | |
| 125.9 | 1 |
| Distinct | 135 |
|---|---|
| Distinct (%) | 66.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.87371287 |
| Minimum | 34.36 |
|---|---|
| Maximum | 106 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 34.36 |
|---|---|
| 5-th percentile | 46.3205 |
| Q1 | 54.6675 |
| median | 63.035 |
| Q3 | 74.75 |
| 95-th percentile | 86.95 |
| Maximum | 106 |
| Range | 71.64 |
| Interquartile range (IQR) | 20.0825 |
Descriptive statistics
| Standard deviation | 13.07019722 |
|---|---|
| Coefficient of variation (CV) | 0.2014713917 |
| Kurtosis | -0.2158695977 |
| Mean | 64.87371287 |
| Median Absolute Deviation (MAD) | 9.295 |
| Skewness | 0.3611965165 |
| Sum | 13104.49 |
| Variance | 170.8300553 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 78 | 9 | 4.5% |
| 82 | 7 | 3.5% |
| 68 | 6 | 3.0% |
| 74 | 5 | 2.5% |
| 67 | 5 | 2.5% |
| 77 | 5 | 2.5% |
| 69 | 4 | 2.0% |
| 79 | 4 | 2.0% |
| 66 | 4 | 2.0% |
| 72 | 4 | 2.0% |
| Other values (125) | 149 |
| Value | Count | Frequency (%) |
| 34.36 | 1 | |
| 38.3 | 1 | |
| 39.03 | 1 | |
| 41.54 | 1 | |
| 41.93 | 1 | |
| 42.15 | 1 | |
| 42.95 | 1 | |
| 42.96 | 1 | |
| 45.23 | 1 | |
| 46.12 | 1 |
| Value | Count | Frequency (%) |
| 106 | 1 | |
| 102 | 1 | |
| 97 | 1 | |
| 91 | 1 | |
| 90 | 2 | |
| 89 | 1 | |
| 88 | 2 | |
| 87 | 2 | |
| 86 | 2 | |
| 85 | 2 |
| Distinct | 147 |
|---|---|
| Distinct (%) | 72.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.1039604 |
| Minimum | 148.9 |
|---|---|
| Maximum | 209.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 148.9 |
|---|---|
| 5-th percentile | 163.955 |
| Q1 | 174 |
| median | 179.7 |
| Q3 | 186.175 |
| 95-th percentile | 195.17 |
| Maximum | 209.4 |
| Range | 60.5 |
| Interquartile range (IQR) | 12.175 |
Descriptive statistics
| Standard deviation | 9.734494453 |
|---|---|
| Coefficient of variation (CV) | 0.05404930814 |
| Kurtosis | 0.5717271417 |
| Mean | 180.1039604 |
| Median Absolute Deviation (MAD) | 6.05 |
| Skewness | -0.2007969509 |
| Sum | 36381 |
| Variance | 94.76038225 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 176 | 5 | 2.5% |
| 174 | 5 | 2.5% |
| 179.6 | 4 | 2.0% |
| 180.2 | 4 | 2.0% |
| 175 | 4 | 2.0% |
| 183 | 3 | 1.5% |
| 185.6 | 3 | 1.5% |
| 193.4 | 3 | 1.5% |
| 189 | 3 | 1.5% |
| 178 | 3 | 1.5% |
| Other values (137) | 165 |
| Value | Count | Frequency (%) |
| 148.9 | 1 | |
| 149 | 1 | |
| 156 | 1 | |
| 156.9 | 1 | |
| 157.9 | 1 | |
| 158.9 | 1 | |
| 162 | 2 | |
| 162.5 | 1 | |
| 163 | 1 | |
| 163.9 | 1 |
| Value | Count | Frequency (%) |
| 209.4 | 1 | |
| 203.4 | 1 | |
| 200.4 | 1 | |
| 198.7 | 1 | |
| 198 | 1 | |
| 197.5 | 1 | |
| 196.6 | 1 | |
| 195.9 | 1 | |
| 195.4 | 1 | |
| 195.3 | 1 |
| Distinct | 164 |
|---|---|
| Distinct (%) | 81.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.00816832 |
| Minimum | 37.8 |
|---|---|
| Maximum | 123.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 37.8 |
|---|---|
| 5-th percentile | 52.515 |
| Q1 | 66.525 |
| median | 74.4 |
| Q3 | 84.125 |
| 95-th percentile | 96.995 |
| Maximum | 123.2 |
| Range | 85.4 |
| Interquartile range (IQR) | 17.6 |
Descriptive statistics
| Standard deviation | 13.92557403 |
|---|---|
| Coefficient of variation (CV) | 0.1856541006 |
| Kurtosis | 0.4254396687 |
| Mean | 75.00816832 |
| Median Absolute Deviation (MAD) | 9.15 |
| Skewness | 0.2424318361 |
| Sum | 15151.65 |
| Variance | 193.9216121 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 74.4 | 4 | 2.0% |
| 78.9 | 3 | 1.5% |
| 72.9 | 3 | 1.5% |
| 85.4 | 2 | 1.0% |
| 90.3 | 2 | 1.0% |
| 94.8 | 2 | 1.0% |
| 62.9 | 2 | 1.0% |
| 93.5 | 2 | 1.0% |
| 74.3 | 2 | 1.0% |
| 80.5 | 2 | 1.0% |
| Other values (154) | 178 |
| Value | Count | Frequency (%) |
| 37.8 | 1 | |
| 43.8 | 1 | |
| 45.1 | 1 | |
| 45.8 | 1 | |
| 47.4 | 1 | |
| 47.8 | 1 | |
| 49.2 | 1 | |
| 49.8 | 1 | |
| 50.9 | 1 | |
| 51.9 | 1 |
| Value | Count | Frequency (%) |
| 123.2 | 1 | |
| 113.7 | 1 | |
| 111.3 | 1 | |
| 108.2 | 1 | |
| 102.7 | 1 | |
| 101 | 1 | |
| 100.2 | 1 | |
| 98 | 1 | |
| 97.9 | 2 | |
| 97 | 1 |
| Distinct | 180 |
|---|---|
| Distinct (%) | 89.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.50742574 |
| Minimum | 5.63 |
|---|---|
| Maximum | 35.52 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 5.63 |
|---|---|
| 5-th percentile | 6.162 |
| Q1 | 8.545 |
| median | 11.65 |
| Q3 | 18.08 |
| 95-th percentile | 24.8705 |
| Maximum | 35.52 |
| Range | 29.89 |
| Interquartile range (IQR) | 9.535 |
Descriptive statistics
| Standard deviation | 6.189825973 |
|---|---|
| Coefficient of variation (CV) | 0.458253563 |
| Kurtosis | -0.1473654141 |
| Mean | 13.50742574 |
| Median Absolute Deviation (MAD) | 4.395 |
| Skewness | 0.7652422284 |
| Sum | 2728.5 |
| Variance | 38.31394558 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.51 | 3 | 1.5% |
| 9.56 | 3 | 1.5% |
| 23.01 | 2 | 1.0% |
| 6 | 2 | 1.0% |
| 21.3 | 2 | 1.0% |
| 17.71 | 2 | 1.0% |
| 9.4 | 2 | 1.0% |
| 11.07 | 2 | 1.0% |
| 10.05 | 2 | 1.0% |
| 6.56 | 2 | 1.0% |
| Other values (170) | 180 |
| Value | Count | Frequency (%) |
| 5.63 | 1 | |
| 5.8 | 1 | |
| 5.9 | 1 | |
| 5.93 | 1 | |
| 6 | 2 | |
| 6.03 | 1 | |
| 6.06 | 2 | |
| 6.1 | 1 | |
| 6.16 | 1 | |
| 6.2 | 1 |
| Value | Count | Frequency (%) |
| 35.52 | 1 | |
| 30.1 | 1 | |
| 28.83 | 1 | |
| 26.78 | 1 | |
| 26.65 | 1 | |
| 26.57 | 1 | |
| 26.5 | 1 | |
| 25.26 | 1 | |
| 25.16 | 1 | |
| 24.97 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| PlayerName | Club | DistanceCovered(InKms) | Goals | MinutestoGoalRatio | ShotsPerGame | AgentCharges | BMI | Cost | PreviousClubCost | Height | Weight | Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Braund, Mr. Owen Harris | MUN | 3.96 | 7.5 | 37.5 | 12.3 | 60 | 20.56 | 109.1 | 63.32 | 195.9 | 78.9 | 19.75 |
| 1 | Allen, Mr. William Henry | MUN | 4.41 | 8.3 | 38.2 | 12.7 | 68 | 20.67 | 102.8 | 58.55 | 189.7 | 74.4 | 21.30 |
| 2 | Moran, Mr. James | MUN | 4.14 | 5.0 | 36.4 | 11.6 | 21 | 21.86 | 104.6 | 55.36 | 177.8 | 69.1 | 19.88 |
| 3 | McCarthy, Mr. Timothy J | MUN | 4.11 | 5.3 | 37.3 | 12.6 | 69 | 21.88 | 126.4 | 57.18 | 185.0 | 74.9 | 23.66 |
| 4 | Palsson, Master. Gosta Leonard | MUN | 4.45 | 6.8 | 41.5 | 14.0 | 29 | 18.96 | 80.3 | 53.20 | 184.6 | 64.6 | 17.64 |
| 5 | Saundercock, Mr. William Henry | MUN | 4.10 | 4.4 | 37.4 | 12.5 | 42 | 21.04 | 75.2 | 53.77 | 174.0 | 63.7 | 15.58 |
| 6 | Andersson, Mr. Anders Johan | MUN | 4.31 | 5.3 | 39.6 | 12.8 | 73 | 21.69 | 87.2 | 60.17 | 186.2 | 75.2 | 19.99 |
| 7 | Rice, Master. Eugene | MUN | 4.42 | 5.7 | 39.9 | 13.2 | 44 | 20.62 | 97.9 | 48.33 | 173.8 | 62.3 | 22.43 |
| 8 | Williams, Mr. Charles Eugene | MUN | 4.30 | 8.9 | 41.1 | 13.5 | 41 | 22.64 | 75.1 | 54.57 | 171.4 | 66.5 | 17.95 |
| 9 | Fynney, Mr. Joseph J | MUN | 4.51 | 4.4 | 41.6 | 12.7 | 44 | 19.44 | 65.1 | 53.42 | 179.9 | 62.9 | 15.07 |
Last rows
| PlayerName | Club | DistanceCovered(InKms) | Goals | MinutestoGoalRatio | ShotsPerGame | AgentCharges | BMI | Cost | PreviousClubCost | Height | Weight | Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 192 | Rommetvedt, Mr. Knud Paust | LIV | 5.04 | 6.0 | 45.9 | 15.0 | 52 | 21.26 | 43.3 | 69.0 | 187.7 | 74.9 | 7.82 |
| 193 | Rosblom, Mr. Viktor Richard | LIV | 4.63 | 14.3 | 44.8 | 15.0 | 133 | 25.43 | 49.5 | 79.0 | 185.3 | 87.3 | 8.97 |
| 194 | Rouse, Mr. Richard Henry | LIV | 5.11 | 7.0 | 47.7 | 15.8 | 214 | 24.54 | 70.0 | 80.0 | 191.5 | 90.0 | 11.63 |
| 195 | Rush, Mr. Alfred George John | LIV | 5.34 | 6.2 | 49.8 | 17.2 | 143 | 27.79 | 75.7 | 82.0 | 184.6 | 94.7 | 13.49 |
| 196 | Ryan, Mr. Edward | LIV | 4.86 | 8.9 | 46.9 | 15.8 | 65 | 23.58 | 57.7 | 68.0 | 179.9 | 76.3 | 10.25 |
| 197 | Ryan, Mr. Patrick | LIV | 4.90 | 7.6 | 45.6 | 16.0 | 90 | 27.56 | 67.2 | 82.0 | 183.9 | 93.2 | 11.79 |
| 198 | Saad, Mr. Amin | LIV | 5.66 | 8.3 | 50.2 | 17.7 | 38 | 23.76 | 56.5 | 72.0 | 183.5 | 80.0 | 10.05 |
| 199 | Saad, Mr. Khalil | LIV | 5.03 | 6.4 | 42.7 | 14.3 | 122 | 22.01 | 47.6 | 68.0 | 183.1 | 73.8 | 8.51 |
| 200 | Saade, Mr. Jean Nassr | LIV | 4.97 | 8.8 | 43.0 | 14.9 | 233 | 22.34 | 60.4 | 63.0 | 178.4 | 71.1 | 11.50 |
| 201 | Sadlier, Mr. Matthew | LIV | 5.38 | 6.3 | 46.0 | 15.7 | 32 | 21.07 | 34.9 | 72.0 | 190.8 | 76.7 | 6.26 |